Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1016/j.enpol.2018.11.007 |
Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach | |
Belaid, Fateh1; Roubaud, David2; Galariotis, Emilios3 | |
2019-02-01 | |
发表期刊 | ENERGY POLICY
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ISSN | 0301-4215 |
EISSN | 1873-6777 |
出版年 | 2019 |
卷号 | 125页码:277-285 |
文章类型 | Article |
语种 | 英语 |
国家 | France |
英文摘要 | Recent efforts to reduce residential energy consumption have renewed interest in investigating salient drivers of household energy use. This article contributes to the ongoing literature by developing a model for examining geographic effects on energy use. Using a new, rich, micro-level survey that compiles information about dwelling attributes, occupant characteristics, and behaviors, we suggest a combined bottom-up and top-down statistical approach based on a multilevel regression model (MRM) and an innovative variable selection approach via the Adaptive Elastic Net Regularization technique (AdaEnetR). This approach enables us to extract geographic effects from the total variation in residential energy consumption and simultaneously explain the remaining variation with relevant explanatory variables and their interactions. The current model addresses several interrelated issues posed by the use of econometric methods to examine residential energy demand, including the risk of aggregation/disaggregation bias. Our empirical findings demonstrate the MRM's ability to effectively quantify approximately 0.67% of the geographic effects (aggregate level) and approximately 0.31% of the household and dwelling effects (individual level). Further, the findings show that household attributes are important factors that influence residential energy consumption patterns. |
英文关键词 | Multilevel regression Residential energy consumption Geographic effects Energy efficiency |
领域 | 气候变化 |
收录类别 | SCI-E ; SSCI |
WOS记录号 | WOS:000456758600027 |
WOS关键词 | ADAPTIVE ELASTIC-NET ; EMPIRICAL-EVIDENCE ; REGRESSION ; SELECTION ; DEMAND ; DETERMINANTS ; HOUSEHOLDS ; SPECTRUM ; BEHAVIOR ; PRICE |
WOS类目 | Economics ; Energy & Fuels ; Environmental Sciences ; Environmental Studies |
WOS研究方向 | Business & Economics ; Energy & Fuels ; Environmental Sciences & Ecology |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/19230 |
专题 | 气候变化 |
作者单位 | 1.Paris Est Univ, Sci & Tech Ctr Bldg, Champs Sur Marne, France; 2.MBS, MRM, Montpellier, France; 3.Audencia Business Sch, Nantes, France |
推荐引用方式 GB/T 7714 | Belaid, Fateh,Roubaud, David,Galariotis, Emilios. Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach[J]. ENERGY POLICY,2019,125:277-285. |
APA | Belaid, Fateh,Roubaud, David,&Galariotis, Emilios.(2019).Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach.ENERGY POLICY,125,277-285. |
MLA | Belaid, Fateh,et al."Features of residential energy consumption: Evidence from France using an innovative multilevel modelling approach".ENERGY POLICY 125(2019):277-285. |
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